Motion blur not quite like real camera motion blur - cycles
I figured out the answer: I had set two key frames in the timeline, moving the boxes in between the two. And, then I had set the green line to the last key frame. 

This meant that the boxes stopped on that frame. I needed to set the green line to a spot in between the two lines to show the blur on the motion of the boxes.

Simple!